Better instance for XGBoost

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I'm running XGBoost on an AWS instance (p3.2xlarge) and I would like to speed things up. While the GPU is underused, it looks like more memory and CPU would help (see the result of top below). Do you have any suggestion on which instance I should use instead?

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